{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [],
   "source": [
    "%matplotlib inline"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [],
   "source": [
    "import numpy as np \n",
    "import pandas as pd\n",
    "import matplotlib as mpl \n",
    "import matplotlib.pyplot as plt \n",
    "\n",
    "from sklearn.linear_model import Lasso, LassoCV, Ridge, RidgeCV\n",
    "from sklearn.model_selection import cross_val_predict, train_test_split\n",
    "\n",
    "from yellowbrick.datasets import load_concrete\n",
    "from yellowbrick.regressor import AlphaSelection, PredictionError, ResidualsPlot\n",
    "\n",
    "mpl.rcParams['figure.figsize'] = (9,6)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Yellowbrick - Regression Examples \n",
    "\n",
    "The Yellowbrick library is a diagnostic visualization platform for machine learning that allows data scientists to steer the model selection process. It extends the scikit-learn API with a new core object: the Visualizer. Visualizers allow visual models to be fit and transformed as part of the scikit-learn pipeline process, providing visual diagnostics throughout the transformation of high-dimensional data.\n",
    "\n",
    "Estimator score visualizers *wrap* scikit-learn estimators and expose the Estimator API such that they have `fit()`, `predict()`, and `score()` methods that call the appropriate estimator methods under the hood. Score visualizers can wrap an estimator and be passed in as the final step in a `Pipeline` or `VisualPipeline`.\n",
    "\n",
    "In machine learning, regression models attempt to predict a target in a continuous space. Yellowbrick has implemented the following regressor score visualizers that display the instances in model space to better understand how the model is making predictions:\n",
    "- `AlphaSelection`  visual tuning of regularization hyperparameters\n",
    "- `PredictionError` plot the expected vs. the actual values in model space \n",
    "- `Residuals Plot`  plot the difference between the expected and actual values"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "#### Load Data\n",
    "\n",
    "Yellowbrick provides several datasets wrangled from the [UCI Machine Learning Repository](http://archive.ics.uci.edu/ml/). For the following examples, we'll use the `concrete` dataset, since it is well-suited for regression tasks.\n",
    "\n",
    "The `concrete` dataset contains 1030 instances and 9 attributes. Eight of the attributes are explanatory variables, including the age of the concrete and the materials used to create it, while the target variable `strength` is a measure of the concrete's compressive strength (MPa)."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [],
   "source": [
    "# Use Yellowbrick to load the concrete dataset\n",
    "data = load_concrete()\n",
    "\n",
    "# Save the data in a Pandas DataFrame\n",
    "df = pd.DataFrame(data['data'], columns=data['feature_names'], dtype='float')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [],
   "source": [
    "# Save feature names as a list and target variable as a string\n",
    "feature_names = ['cement', 'slag', 'ash', 'water', 'splast', 'coarse', 'fine', 'age']\n",
    "target_name = 'strength'\n",
    "\n",
    "# Get the X and y data from the DataFrame \n",
    "X = df[feature_names]\n",
    "y = df[target_name]\n",
    "\n",
    "# Create the train and test data \n",
    "X_train, X_test, y_train, y_test = train_test_split(X, y, test_size=0.2)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Residuals Plot \n",
    "\n",
    "A residual is the difference between the observed value of the target variable (y) and the predicted value (ŷ), i.e. the error of the prediction. The `ResidualsPlot` Visualizer shows the difference between residuals on the vertical axis and the dependent variable on the horizontal axis, allowing you to detect regions within the target that may be susceptible to more or less error. \n",
    "\n",
    "If the points are randomly dispersed around the horizontal axis, a linear regression model is usually well-suited for the data; otherwise, a non-linear model is more appropriate. The following example shows a fairly random, uniform distribution of the residuals against the target in two dimensions. This seems to indicate that our linear model is performing well."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [
    {
     "data": {
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\n",
      "text/plain": [
       "<Figure size 648x432 with 2 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# Instantiate the linear model and visualizer \n",
    "model = Ridge()\n",
    "visualizer = ResidualsPlot(model)\n",
    "\n",
    "visualizer.fit(X_train, y_train)  # Fit the training data to the visualizer\n",
    "visualizer.score(X_test, y_test)  # Evaluate the model on the test data \n",
    "g = visualizer.poof()             # Draw/show/poof the data"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Yellowbrick's `ResidualsPlot` Visualizer also displays a histogram of the error values along the right-hand side. In the example above, the error is normally distributed around zero, which also generally indicates a well-fitted model. If the histogram is not desired, it can be turned off with the `hist=False` flag."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 648x432 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# Instantiate the linear model and visualizer \n",
    "model = Ridge()\n",
    "visualizer = ResidualsPlot(model, hist=False)\n",
    "\n",
    "visualizer.fit(X_train, y_train)  # Fit the training data to the visualizer\n",
    "visualizer.score(X_test, y_test)  # Evaluate the model on the test data \n",
    "g = visualizer.poof()             # Draw/show/poof the data"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Prediction Error Plot \n",
    "\n",
    "Yellowbrick's `PredictionError` Visualizer plots the actual targets from the dataset against the predicted values generated by the model. This allows us to see how much variance is in the model. Data scientists can diagnose regression models using this plot by comparing against the 45-degree line, where the prediction exactly matches the model."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 648x432 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# Instantiate the linear model and visualizer \n",
    "model = Lasso()\n",
    "visualizer = PredictionError(model)\n",
    "\n",
    "visualizer.fit(X_train, y_train)  # Fit the training data to the visualizer\n",
    "visualizer.score(X_test, y_test)  # Evaluate the model on the test data \n",
    "g = visualizer.poof()             # Draw/show/poof the data"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Alpha Selection Visualizer\n",
    "\n",
    "The `AlphaSelection` Visualizer demonstrates how different values of alpha influence model selection during the regularization of linear models. Since regularization is designed to penalize model complexity, the higher the alpha, the less complex the model, decreasing the error due to variance (overfit). However, alphas that are too high increase the error due to bias (underfit). Therefore, it is important to choose an optimal alpha such that the error is minimized in both directions.\n",
    "\n",
    "To do this, typically you would you use one of the \"RegressionCV” models in scikit-learn. E.g. instead of using the `Ridge` (L2) regularizer, use `RidgeCV` and pass a list of alphas, which will be selected based on the cross-validation score of each alpha. This visualizer wraps a “RegressionCV” model and visualizes the alpha/error curve. If the visualization shows a jagged or random plot, then potentially the model is not sensitive to that type of regularization and another is required (e.g. L1 or Lasso regularization)."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 648x432 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# Create a list of alphas to cross-validate against \n",
    "alphas = np.logspace(-10, 1, 400)\n",
    "\n",
    "# Instantiate the linear model and visualizer \n",
    "model = LassoCV(alphas=alphas)\n",
    "visualizer = AlphaSelection(model)\n",
    "\n",
    "visualizer.fit(X, y)              # Fit the data to the visualizer\n",
    "g = visualizer.poof()             # Draw/show/poof the data"
   ]
  }
 ],
 "metadata": {
  "anaconda-cloud": {},
  "kernelspec": {
   "display_name": "Python 3",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.6.5"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 1
}
